Paper Citation Record · LEDGER

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation

As of 5 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2604.09212.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.09212 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:51:55.171096Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:15:36.511073Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

verified exact14
verified fuzzy2
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7ddba6e5-1284-41bf-930f-6c1e659390c4 · outbound

This paper cites A General Language Assistant as a Laboratory for Alignment.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation A General Language Assistant as a Laboratory for Alignment

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:23:00.363778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 206c7a1a-a0ee-431a-9c37-319f947971e0 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-11T05:56:00.129291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c8da24bf-0e8c-4606-bb38-778c9c1fe965 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Constitutional AI: Harmlessness from AI Feedback

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-11T05:56:00.151473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 942fc335-b037-4619-85ae-7221baf5c750 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.468144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fdd1a6d3-cb48-4ccd-9cef-4d6ea9c2b873 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.443401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9c7dfab7-c738-4c84-81a3-89e278617ebf · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.460806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f9dc1c0-a39d-4073-b410-c64162eb5848 · outbound

This paper cites Persona Vectors: Monitoring and Controlling Character Traits in Language Models.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Persona Vectors: Monitoring and Controlling Character Traits in Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-12T14:28:18.117199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fbba9e03-7b2a-4076-8628-90e14a81ca31 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.462994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5abfa326-227c-492e-9183-8a9441edf283 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.465854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e0bf0889-3914-4b0f-a501-2be2907cc6a3 · outbound

This paper cites RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:22:06.917944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3afeaa29-f033-476d-a01c-5a9f9927d6b2 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.470328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 23518bab-2feb-441a-98b2-b438adbfef08 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.458447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c3b3d53b-e471-4369-ad8f-91d10344a0ba · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.415814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5091ef7f-1b13-446c-881d-987905947f59 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.418539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4c51b804-9922-4241-adc9-3b0bb3a8115d · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.450827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c76e6179-f2ec-4fb3-a6f1-b9045e6e8a15 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.446660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d093213d-af41-4686-a89e-9edec68666f1 · outbound

This paper cites On Differential and Boomerang Properties of a Class of Binomials over Finite Fields of Odd Characteristic.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation On Differential and Boomerang Properties of a Class of Binomials over Finite Fields of Odd Characteristic

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-10T20:45:46.388941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ef5805f5-9bd7-420d-901a-837c1a71a40c · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.413219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f8baf3ee-5e6e-45b7-b059-65322de280f5 · outbound

This paper cites Measuring and Controlling Instruction (In)Stability in Language Model Dialogs.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Measuring and Controlling Instruction (In)Stability in Language Model Dialogs

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:56:00.135077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3cad0190-c167-4840-80aa-66b12c1ed718 · outbound

This paper cites Holistic Evaluation of Language Models.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Holistic Evaluation of Language Models

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-11T05:56:00.160344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 09959c2f-cf2f-496e-865e-3588593997a9 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.453609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f54633f3-210e-430d-90de-c399c7903464 · outbound

This paper cites Dialogguard: Multi-agent psychosocial safety evaluation of sensitive llm responses.arXiv preprint arXiv:2512.02282, 2025.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Dialogguard: Multi-agent psychosocial safety evaluation of sensitive llm responses.arXiv preprint arXiv:2512.02282, 2025

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:56:00.166755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 78ebf28e-b10d-49b1-8ba2-48c82a1480f3 · outbound

This paper cites Training language models to follow instructions with human feedback.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Training language models to follow instructions with human feedback

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-11T05:56:00.220962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 03295348-b5f8-40c4-87ab-74a1b626efe0 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.438673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1900a1b6-0d8d-4bea-ae4c-f96ffa3040c7 · outbound

This paper cites Echoing: Identity failures when llm agents talk to each other.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Echoing: Identity failures when llm agents talk to each other

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:56:00.206367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2ce55e9e-a85e-49e3-918c-73c334deb47a · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.421442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f5400269-c11d-404b-9385-5214788cd386 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.456009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9a8f6353-bcbd-4f64-98c7-902e8c67b71c · outbound

This paper cites On the Loss of Context-awareness in General Instruction Fine-tuning.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation On the Loss of Context-awareness in General Instruction Fine-tuning

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:56:00.175944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 771b77f7-6045-47ef-abc2-1066fc5a975f · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.431964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0450c263-8dc7-49be-9ab2-8a37ea2e434d · outbound

This paper cites An Explanation of In-context Learning as Implicit Bayesian Inference.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation An Explanation of In-context Learning as Implicit Bayesian Inference

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:22:08.467971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e2064c62-a12e-4267-9cbc-4857c2e107c8 · outbound

This paper cites Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:56:00.211791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1f1f6b24-1f9f-440a-92ab-ad7a27d41726 · outbound

This paper cites an unresolved cited work.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-17T08:34:18.434888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4e377108-52d5-4da3-b8da-b8d66f089745 · outbound

This paper cites online" 'onlinestring :=.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation online" 'onlinestring :=

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:34:18.425122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b4ceebae-e6d6-46a1-ae81-550a836a34c6 · outbound

This paper cites write newline.

SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation write newline

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T08:34:18.428998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 90bd7406-970a-44fc-bd29-9c3f9f9c9458 · inbound

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement cites this paper.

Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue Generation

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-02T12:15:36.511073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.